{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transformer models\n",
    "> Tutorial on how to train and forecast Transformer models."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transformer models, originally proposed for applications in natural language processing, have seen increasing adoption in the field of time series forecasting. The transformative power of these models lies in their novel architecture that relies heavily on the self-attention mechanism, which helps the model to focus on different parts of the input sequence to make predictions, while capturing long-range dependencies within the data. In the context of time series forecasting, Transformer models leverage this self-attention mechanism to identify relevant information across different periods in the time series, making them exceptionally effective in predicting future values for complex and noisy sequences.\n",
    "\n",
    "Long horizon forecasting consists of predicting a large number of timestamps. It is a challenging task because of the *volatility* of the predictions and the *computational complexity*. To solve this problem, recent studies proposed a variety of Transformer-based models. \n",
    "\n",
    "The Neuralforecast library includes implementations of the following popular recent models: `Informer` (Zhou, H. et al. 2021), `Autoformer` (Wu et al. 2021), `FEDformer` (Zhou, T. et al. 2022), and `PatchTST` (Nie et al. 2023).\n",
    "\n",
    "Our implementation of all these models are univariate, meaning that only autoregressive values of each feature are used for forecasting. **We observed that these unvivariate models are more accurate and faster than their multivariate couterpart**.\n",
    "\n",
    "In this notebook we will show how to:\n",
    "* Load the [ETTm2](https://github.com/zhouhaoyi/ETDataset) benchmark dataset, used in the academic literature.\n",
    "* Train models\n",
    "* Forecast the test set\n",
    "\n",
    "**The results achieved in this notebook outperform the original self-reported results in the respective original paper, with a fraction of the computational cost. Additionally, all models are trained with the default recommended parameters, results can be further improved using our `auto` models with automatic hyperparameter selection.**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can run these experiments using GPU with Google Colab.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/Nixtla/neuralforecast/blob/main/nbs/examples/LongHorizon_with_Transformers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Installing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install neuralforecast datasetsforecast"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load ETTm2 Data\n",
    "\n",
    "The `LongHorizon` class will automatically download the complete ETTm2 dataset and process it.\n",
    "\n",
    "It return three Dataframes: `Y_df` contains the values for the target variables, `X_df` contains exogenous calendar features and `S_df` contains static features for each time-series (none for ETTm2). For this example we will only use `Y_df`.\n",
    "\n",
    "If you want to use your own data just replace `Y_df`. Be sure to use a long format and have a simmilar structure than our data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from datasetsforecast.long_horizon import LongHorizon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>-0.041413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>-0.185467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57600</th>\n",
       "      <td>HULL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>0.040104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57601</th>\n",
       "      <td>HULL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>-0.214450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115200</th>\n",
       "      <td>LUFL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>0.695804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115201</th>\n",
       "      <td>LUFL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>0.434685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172800</th>\n",
       "      <td>LULL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>0.434430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172801</th>\n",
       "      <td>LULL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>0.428168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230400</th>\n",
       "      <td>MUFL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>-0.599211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230401</th>\n",
       "      <td>MUFL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>-0.658068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288000</th>\n",
       "      <td>MULL</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>-0.393536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288001</th>\n",
       "      <td>MULL</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>-0.659338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345600</th>\n",
       "      <td>OT</td>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>1.018032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345601</th>\n",
       "      <td>OT</td>\n",
       "      <td>2016-07-01 00:15:00</td>\n",
       "      <td>0.980124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       unique_id                  ds         y\n",
       "0           HUFL 2016-07-01 00:00:00 -0.041413\n",
       "1           HUFL 2016-07-01 00:15:00 -0.185467\n",
       "57600       HULL 2016-07-01 00:00:00  0.040104\n",
       "57601       HULL 2016-07-01 00:15:00 -0.214450\n",
       "115200      LUFL 2016-07-01 00:00:00  0.695804\n",
       "115201      LUFL 2016-07-01 00:15:00  0.434685\n",
       "172800      LULL 2016-07-01 00:00:00  0.434430\n",
       "172801      LULL 2016-07-01 00:15:00  0.428168\n",
       "230400      MUFL 2016-07-01 00:00:00 -0.599211\n",
       "230401      MUFL 2016-07-01 00:15:00 -0.658068\n",
       "288000      MULL 2016-07-01 00:00:00 -0.393536\n",
       "288001      MULL 2016-07-01 00:15:00 -0.659338\n",
       "345600        OT 2016-07-01 00:00:00  1.018032\n",
       "345601        OT 2016-07-01 00:15:00  0.980124"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change this to your own data to try the model\n",
    "Y_df, _, _ = LongHorizon.load(directory='./', group='ETTm2')\n",
    "Y_df['ds'] = pd.to_datetime(Y_df['ds'])\n",
    "\n",
    "n_time = len(Y_df.ds.unique())\n",
    "val_size = int(.2 * n_time)\n",
    "test_size = int(.2 * n_time)\n",
    "\n",
    "Y_df.groupby('unique_id').head(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Train models\n",
    "\n",
    "We will train models using the `cross_validation` method, which allows users to automatically simulate multiple historic forecasts (in the test set).\n",
    "\n",
    "The `cross_validation` method will use the validation set for hyperparameter selection and early stopping, and will then produce the forecasts for the test set.\n",
    "\n",
    "First, instantiate each model in the `models` list, specifying the `horizon`, `input_size`, and training iterations.\n",
    "\n",
    "(NOTE: The `FEDformer` model was excluded due to extremely long training times.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:torch.distributed.nn.jit.instantiator:Created a temporary directory at /tmp/tmpopb2vyyt\n",
      "INFO:torch.distributed.nn.jit.instantiator:Writing /tmp/tmpopb2vyyt/_remote_module_non_scriptable.py\n"
     ]
    }
   ],
   "source": [
    "%%capture\n",
    "from neuralforecast.core import NeuralForecast\n",
    "from neuralforecast.models import Informer, Autoformer, FEDformer, PatchTST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:lightning_fabric.utilities.seed:Global seed set to 1\n",
      "INFO:lightning_fabric.utilities.seed:Global seed set to 1\n",
      "INFO:lightning_fabric.utilities.seed:Global seed set to 1\n"
     ]
    }
   ],
   "source": [
    "%%capture\n",
    "horizon = 96 # 24hrs = 4 * 15 min.\n",
    "models = [Informer(h=horizon,                 # Forecasting horizon\n",
    "                input_size=horizon,           # Input size\n",
    "                max_steps=1000,               # Number of training iterations\n",
    "                val_check_steps=100,          # Compute validation loss every 100 steps\n",
    "                early_stop_patience_steps=3), # Stop training if validation loss does not improve\n",
    "          Autoformer(h=horizon,\n",
    "                input_size=horizon,\n",
    "                max_steps=1000,\n",
    "                val_check_steps=100,\n",
    "                early_stop_patience_steps=3),\n",
    "          PatchTST(h=horizon,\n",
    "                input_size=horizon,\n",
    "                max_steps=1000,\n",
    "                val_check_steps=100,\n",
    "                early_stop_patience_steps=3),\n",
    "         ]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-tip}\n",
    "Check our `auto` models for automatic hyperparameter optimization.\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate a `NeuralForecast` object with the following required parameters:\n",
    "\n",
    "* `models`: a list of models.\n",
    "\n",
    "* `freq`: a string indicating the frequency of the data. (See [panda's available frequencies](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases).)\n",
    "\n",
    "Second, use the `cross_validation` method, specifying the dataset (`Y_df`), validation size and test size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "nf = NeuralForecast(\n",
    "    models=models,\n",
    "    freq='15min')\n",
    "\n",
    "Y_hat_df = nf.cross_validation(df=Y_df,\n",
    "                               val_size=val_size,\n",
    "                               test_size=test_size,\n",
    "                               n_windows=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `cross_validation` method will return the forecasts for each model on the test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>cutoff</th>\n",
       "      <th>Informer</th>\n",
       "      <th>Autoformer</th>\n",
       "      <th>PatchTST</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2017-10-24 00:00:00</td>\n",
       "      <td>2017-10-23 23:45:00</td>\n",
       "      <td>-1.055062</td>\n",
       "      <td>-0.861487</td>\n",
       "      <td>-0.860189</td>\n",
       "      <td>-0.977673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2017-10-24 00:15:00</td>\n",
       "      <td>2017-10-23 23:45:00</td>\n",
       "      <td>-1.021247</td>\n",
       "      <td>-0.873399</td>\n",
       "      <td>-0.865730</td>\n",
       "      <td>-0.865620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2017-10-24 00:30:00</td>\n",
       "      <td>2017-10-23 23:45:00</td>\n",
       "      <td>-1.057297</td>\n",
       "      <td>-0.900345</td>\n",
       "      <td>-0.944296</td>\n",
       "      <td>-0.961624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2017-10-24 00:45:00</td>\n",
       "      <td>2017-10-23 23:45:00</td>\n",
       "      <td>-0.886652</td>\n",
       "      <td>-0.867466</td>\n",
       "      <td>-0.974849</td>\n",
       "      <td>-1.049700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HUFL</td>\n",
       "      <td>2017-10-24 01:00:00</td>\n",
       "      <td>2017-10-23 23:45:00</td>\n",
       "      <td>-1.000431</td>\n",
       "      <td>-0.887454</td>\n",
       "      <td>-1.008530</td>\n",
       "      <td>-0.953600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id                  ds              cutoff  Informer  Autoformer  \\\n",
       "0      HUFL 2017-10-24 00:00:00 2017-10-23 23:45:00 -1.055062   -0.861487   \n",
       "1      HUFL 2017-10-24 00:15:00 2017-10-23 23:45:00 -1.021247   -0.873399   \n",
       "2      HUFL 2017-10-24 00:30:00 2017-10-23 23:45:00 -1.057297   -0.900345   \n",
       "3      HUFL 2017-10-24 00:45:00 2017-10-23 23:45:00 -0.886652   -0.867466   \n",
       "4      HUFL 2017-10-24 01:00:00 2017-10-23 23:45:00 -1.000431   -0.887454   \n",
       "\n",
       "   PatchTST         y  \n",
       "0 -0.860189 -0.977673  \n",
       "1 -0.865730 -0.865620  \n",
       "2 -0.944296 -0.961624  \n",
       "3 -0.974849 -1.049700  \n",
       "4 -1.008530 -0.953600  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_hat_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Evaluate Results"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we plot the forecasts on the test set for the `OT` variable for all models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y_plot = Y_hat_df[Y_hat_df['unique_id']=='OT'] # OT dataset\n",
    "cutoffs = Y_hat_df['cutoff'].unique()[::horizon]\n",
    "Y_plot = Y_plot[Y_hat_df['cutoff'].isin(cutoffs)]\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(Y_plot['ds'], Y_plot['y'], label='True')\n",
    "plt.plot(Y_plot['ds'], Y_plot['Informer'], label='Informer')\n",
    "plt.plot(Y_plot['ds'], Y_plot['Autoformer'], label='Autoformer')\n",
    "plt.plot(Y_plot['ds'], Y_plot['PatchTST'], label='PatchTST')\n",
    "plt.xlabel('Datestamp')\n",
    "plt.ylabel('OT')\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we compute the test errors using the Mean Absolute Error (MAE):\n",
    "\n",
    "$\\qquad MAE = \\frac{1}{Windows * Horizon} \\sum_{\\tau} |y_{\\tau} - \\hat{y}_{\\tau}| \\qquad$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuralforecast.losses.numpy import mae"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Informer: 0.339\n",
      "Autoformer: 0.316\n",
      "PatchTST: 0.251\n"
     ]
    }
   ],
   "source": [
    "mae_informer = mae(Y_hat_df['y'], Y_hat_df['Informer'])\n",
    "mae_autoformer = mae(Y_hat_df['y'], Y_hat_df['Autoformer'])\n",
    "mae_patchtst = mae(Y_hat_df['y'], Y_hat_df['PatchTST'])\n",
    "\n",
    "print(f'Informer: {mae_informer:.3f}')\n",
    "print(f'Autoformer: {mae_autoformer:.3f}')\n",
    "print(f'PatchTST: {mae_patchtst:.3f}')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For reference, we can check the performance when compared to self-reported performance in their respective papers.\n",
    "\n",
    "| Horizon   | PatchTST     | AutoFormer | Informer | ARIMA \n",
    "|---        |---           |---         |---       |---\n",
    "|  96       |  **0.256**   |   0.339    |  0.453   | 0.301 \n",
    "|  192      |  0.296       |   0.340    |  0.563   | 0.345 \n",
    "|  336      |  0.329       |   0.372    |  0.887   | 0.386 \n",
    "|  720      |  0.385       |   0.419    |  1.388   | 0.445 "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Next steps"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We proposed an alternative model for long-horizon forecasting, the `NHITS`, based on feed-forward networks in (Challu et al. 2023). It achieves on par performance with `PatchTST`, with a fraction of the computational cost. The `NHITS` tutorial is available [here](https://nixtla.github.io/neuralforecast/examples/longhorizon_with_nhits.html)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "[Zhou, H., Zhang, S., Peng, J., Zhang, S., Li, J., Xiong, H., & Zhang, W. (2021, May). Informer: Beyond efficient transformer for long sequence time-series forecasting. In Proceedings of the AAAI conference on artificial intelligence (Vol. 35, No. 12, pp. 11106-11115)](https://ojs.aaai.org/index.php/AAAI/article/view/17325)\n",
    "\n",
    "[Wu, H., Xu, J., Wang, J., & Long, M. (2021). Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting. Advances in Neural Information Processing Systems, 34, 22419-22430.](https://proceedings.neurips.cc/paper/2021/hash/bcc0d400288793e8bdcd7c19a8ac0c2b-Abstract.html)\n",
    "\n",
    "[Zhou, T., Ma, Z., Wen, Q., Wang, X., Sun, L., & Jin, R. (2022, June). Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting. In International Conference on Machine Learning (pp. 27268-27286). PMLR.](https://proceedings.mlr.press/v162/zhou22g.html)\n",
    "\n",
    "\n",
    "[Nie, Y., Nguyen, N. H., Sinthong, P., & Kalagnanam, J. (2022). A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.](https://arxiv.org/pdf/2211.14730.pdf)\n",
    "\n",
    "[Cristian Challu, Kin G. Olivares, Boris N. Oreshkin, Federico Garza, Max Mergenthaler-Canseco, Artur Dubrawski (2021). NHITS: Neural Hierarchical Interpolation for Time Series Forecasting. Accepted at AAAI 2023.](https://arxiv.org/abs/2201.12886)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
